Evaluating Multi-Dimensional Generalization of Large Language Models in Temporal Extraction Tasks

Time and event expression extraction are fundamental temporal reasoning tasks, but the problem remains difficult due to annotation ambiguity, domain sensitivity, and unstable model behavior.